Correlations for all pairs of data series (method=kendall)
	fixedacidity	volatileacidity	citricacid	residualsugar	chlorides	freesulfurdioxide	totalsulfurdioxide	density	pH	sulphates	alcohol	quality
fixedacidity	1	-0.075	0.262	0.084	0.25	0.08	0.095	0.376	-0.483	0.2	-0.071	0.02
volatileacidity	-0.075	1	-0.43	-0.001	0.105	-0.083	-0.064	-0.074	0.076	-0.184	-0.007	-0.206
citricacid	0.262	-0.43	1	0.066	0.117	0.18	0.269	0.288	-0.26	0.28	-0.088	-0.022
residualsugar	0.084	-0.001	0.066	1	-0.015	0.083	0.093	0.306	0.034	-0.017	0.181	0.018
chlorides	0.25	0.105	0.117	-0.015	1	0.171	0.208	0.128	-0.327	0.165	-0.102	-0.065
freesulfurdioxide	0.08	-0.083	0.18	0.083	0.171	1	0.609	0.132	-0.115	0.153	0.016	-0.01
totalsulfurdioxide	0.095	-0.064	0.269	0.093	0.208	0.609	1	0.107	-0.18	0.179	-0.017	-0.137
density	0.376	-0.074	0.288	0.306	0.128	0.132	0.107	1	-0.124	0.198	-0.197	-0.05
pH	-0.483	0.076	-0.26	0.034	-0.327	-0.115	-0.18	-0.124	1	-0.288	0.22	0.087
sulphates	0.2	-0.184	0.28	-0.017	0.165	0.153	0.179	0.198	-0.288	1	0.055	0.116
alcohol	-0.071	-0.007	-0.088	0.181	-0.102	0.016	-0.017	-0.197	0.22	0.055	1	0.235
quality	0.02	-0.206	-0.022	0.018	-0.065	-0.01	-0.137	-0.05	0.087	0.116	0.235	1

Correlations for all pairs of data series with p-values
pair	Pearson r	Spearman rho	Kendall tau
fixedacidity;volatileacidity	-0.1493	-0.1097	-0.0755
p-value	(0.0348)	(0.1219)	(0.1222)
fixedacidity;citricacid	0.4307	0.3814	0.262
p-value	(0)	(0)	(0)
fixedacidity;residualsugar	0.0063	0.1127	0.0844
p-value	(0.9297)	(0.1121)	(0.0919)
fixedacidity;chlorides	0.1679	0.3414	0.2499
p-value	(0.0175)	(0)	(0)
fixedacidity;freesulfurdioxide	0.1051	0.1129	0.0801
p-value	(0.1386)	(0.1114)	(0.1037)
fixedacidity;totalsulfurdioxide	0.0698	0.1374	0.0953
p-value	(0.3262)	(0.0523)	(0.0499)
fixedacidity;density	0.6556	0.5012	0.3758
p-value	(0)	(0)	(0)
fixedacidity;pH	-0.6577	-0.6405	-0.4833
p-value	(0)	(0)	(0)
fixedacidity;sulphates	0.2573	0.3004	0.1995
p-value	(2e-04)	(0)	(0)
fixedacidity;alcohol	-0.3598	-0.1025	-0.0713
p-value	(0)	(0.1485)	(0.1546)
fixedacidity;quality	0.0513	0.0254	0.0204
p-value	(0.4709)	(0.7212)	(0.7198)
volatileacidity;citricacid	-0.5127	-0.5799	-0.4299
p-value	(0)	(0)	(0)
volatileacidity;residualsugar	-0.0493	-0.0076	-0.0014
p-value	(0.4878)	(0.9153)	(0.978)
volatileacidity;chlorides	-0.0161	0.1464	0.1047
p-value	(0.8215)	(0.0386)	(0.0308)
volatileacidity;freesulfurdioxide	-0.1203	-0.1171	-0.0834
p-value	(0.0897)	(0.0986)	(0.0879)
volatileacidity;totalsulfurdioxide	-0.0998	-0.0922	-0.064
p-value	(0.1599)	(0.1939)	(0.1845)
volatileacidity;density	-0.1283	-0.1077	-0.0737
p-value	(0.0702)	(0.1292)	(0.1321)
volatileacidity;pH	0.1407	0.1086	0.0762
p-value	(0.0469)	(0.1257)	(0.1162)
volatileacidity;sulphates	-0.164	-0.2567	-0.1835
p-value	(0.0203)	(2e-04)	(2e-04)
volatileacidity;alcohol	0.0203	-0.0072	-0.0066
p-value	(0.7749)	(0.9196)	(0.8952)
volatileacidity;quality	-0.2593	-0.2562	-0.2055
p-value	(2e-04)	(3e-04)	(3e-04)
citricacid;residualsugar	0.0917	0.0984	0.0665
p-value	(0.1964)	(0.1658)	(0.1821)
citricacid;chlorides	0.3869	0.1771	0.117
p-value	(0)	(0.0121)	(0.0161)
citricacid;freesulfurdioxide	0.2602	0.2572	0.1797
p-value	(2e-04)	(2e-04)	(2e-04)
citricacid;totalsulfurdioxide	0.3348	0.3942	0.2686
p-value	(0)	(0)	(0)
citricacid;density	0.404	0.392	0.2879
p-value	(0)	(0)	(0)
citricacid;pH	-0.3682	-0.3673	-0.2601
p-value	(0)	(0)	(0)
citricacid;sulphates	0.3688	0.403	0.2798
p-value	(0)	(0)	(0)
citricacid;alcohol	-0.1454	-0.1333	-0.0878
p-value	(0.04)	(0.0599)	(0.0784)
citricacid;quality	-0.0383	-0.0284	-0.0225
p-value	(0.5905)	(0.6894)	(0.6918)
residualsugar;chlorides	-0.0472	-0.0255	-0.0152
p-value	(0.5069)	(0.7199)	(0.7597)
residualsugar;freesulfurdioxide	0.325	0.1182	0.0833
p-value	(0)	(0.0956)	(0.0961)
residualsugar;totalsulfurdioxide	0.2588	0.1379	0.0929
p-value	(2e-04)	(0.0515)	(0.0604)
residualsugar;density	0.3968	0.4205	0.3063
p-value	(0)	(0)	(0)
residualsugar;pH	0.04	0.052	0.0341
p-value	(0.5743)	(0.4642)	(0.4933)
residualsugar;sulphates	-0.0453	-0.027	-0.017
p-value	(0.5239)	(0.7045)	(0.7323)
residualsugar;alcohol	0.0642	0.2477	0.1807
p-value	(0.3667)	(4e-04)	(4e-04)
residualsugar;quality	-0.0588	0.0207	0.0175
p-value	(0.408)	(0.7706)	(0.762)
chlorides;freesulfurdioxide	0.163	0.2392	0.1705
p-value	(0.0211)	(6e-04)	(5e-04)
chlorides;totalsulfurdioxide	0.0945	0.2963	0.2078
p-value	(0.1834)	(0)	(0)
chlorides;density	0.2171	0.1843	0.1283
p-value	(0.002)	(0.009)	(0.0088)
chlorides;pH	-0.491	-0.4581	-0.3272
p-value	(0)	(0)	(0)
chlorides;sulphates	0.5655	0.2408	0.1648
p-value	(0)	(6e-04)	(7e-04)
chlorides;alcohol	-0.1818	-0.1471	-0.1016
p-value	(0.01)	(0.0377)	(0.0412)
chlorides;quality	-0.1178	-0.0784	-0.0652
p-value	(0.0967)	(0.2701)	(0.2487)
freesulfurdioxide;totalsulfurdioxide	0.7254	0.7901	0.6087
p-value	(0)	(0)	(0)
freesulfurdioxide;density	0.1538	0.1852	0.1324
p-value	(0.0297)	(0.0087)	(0.0073)
freesulfurdioxide;pH	-0.146	-0.1633	-0.1146
p-value	(0.0392)	(0.0209)	(0.0191)
freesulfurdioxide;sulphates	0.1912	0.2227	0.1533
p-value	(0.0067)	(0.0015)	(0.0018)
freesulfurdioxide;alcohol	0.0199	0.0231	0.0157
p-value	(0.7798)	(0.7454)	(0.7538)
freesulfurdioxide;quality	-0.0481	-0.0117	-0.01
p-value	(0.499)	(0.8698)	(0.8607)
totalsulfurdioxide;density	0.0746	0.1541	0.1075
p-value	(0.2939)	(0.0294)	(0.0274)
totalsulfurdioxide;pH	-0.2405	-0.2724	-0.1798
p-value	(6e-04)	(1e-04)	(2e-04)
totalsulfurdioxide;sulphates	0.2465	0.2524	0.1789
p-value	(4e-04)	(3e-04)	(2e-04)
totalsulfurdioxide;alcohol	0.0288	-0.0224	-0.0174
p-value	(0.6861)	(0.7534)	(0.726)
totalsulfurdioxide;quality	-0.1597	-0.1724	-0.1369
p-value	(0.0239)	(0.0146)	(0.0149)
density;pH	-0.4014	-0.1597	-0.1236
p-value	(0)	(0.0239)	(0.0116)
density;sulphates	0.2017	0.2833	0.1976
p-value	(0.0042)	(0)	(1e-04)
density;alcohol	-0.5808	-0.2626	-0.1969
p-value	(0)	(2e-04)	(1e-04)
density;quality	-0.0886	-0.0623	-0.0502
p-value	(0.212)	(0.3805)	(0.3792)
pH;sulphates	-0.5634	-0.4083	-0.288
p-value	(0)	(0)	(0)
pH;alcohol	0.4906	0.3105	0.2201
p-value	(0)	(0)	(0)
pH;quality	0.0795	0.1106	0.0872
p-value	(0.2631)	(0.1189)	(0.1233)
sulphates;alcohol	-0.0213	0.0769	0.0545
p-value	(0.765)	(0.279)	(0.2746)
sulphates;quality	0.0087	0.143	0.1161
p-value	(0.9029)	(0.0434)	(0.0406)
alcohol;quality	0.2218	0.2802	0.2351
p-value	(0.0016)	(1e-04)	(1e-04)